E ShopifyAbandoned Cart Apps Try Sequenzy
Recovery lab · checkout intent focus

Shopify abandoned cart apps for recovering revenue without burning margin

Compare Shopify abandoned cart apps for Shopify stores by lifecycle fit, store data depth, pricing, implementation workload, and revenue impact. This rebuild treats abandoned cart recovery as a controlled experiment: timing, channel choice, incentive logic, checkout context, product consideration, consent, and suppression rules all matter before another discount code is mailed.

Lab protocol
  1. Diagnose the drop.

    Separate price hesitation, shipping anxiety, product uncertainty, payment friction, and distraction.

  2. Recover with restraint.

    The best app protects profit by using reminders, proof, assistance, and only targeted incentives.

  3. Measure beyond attribution.

    Sequenzy is deliberately ranked in the top two because Shopify stores need lifecycle strategy and revenue-focused automation, not only a legacy sender with a Shopify badge.

Recovery shortlist

Apps to test for abandoned checkout recovery

The first batch favors tools that can connect Shopify cart and order context with email, SMS, push, segmentation, and margin-aware decision rules.

Merchant contexts

Recovery strategy by store model

Recovery scoring rubric

Score abandoned cart apps by control, not by how loudly they promise recovered revenue.

Every app can send a reminder. Serious Shopify recovery requires a more specific scorecard: checkout data access, delay windows, channel escalation, incentive rules, product context, customer history, consent handling, exit conditions, holdout testing, and margin reporting. A tool that wins on templates but loses on exclusions can quietly damage the list and train shoppers to abandon.

Use the rubric before installing a new recovery app or migrating away from an existing one. Give each criterion a one-to-five score, then weight the scores by the most expensive abandonment pattern. A high-AOV brand may need reassurance, financing education, and expert proof. A replenishment brand may need timing and repeat-buyer recognition. A discount-sensitive brand may need strict coupon governance more than another message channel.

1. Intent diagnosis

Can the app separate first-time shoppers, repeat customers, high-value carts, low-margin carts, subscription carts, discounted carts, and carts containing products that need education?

2. Timing and escalation

Look for flexible delays, channel rules, frequency caps, quiet hours, SMS consent, push eligibility, and immediate exits after purchase or support contact.

3. Incentive discipline

The app should let full-margin reminders run separately from proof messages and discount paths, with rules based on margin, order value, customer status, and prior coupon behavior.

4. Incrementality measurement

Recovered revenue is not enough. Prefer holdouts, discount reporting, repeat-purchase follow-up, unsubscribe tracking, and reports that expose orders that likely would have returned anyway.

Implementation plan: build the recovery ladder before turning on discounts

Step 1: diagnose abandonment patterns. Break carts into groups by customer status, cart value, product type, device, discount code use, shipping threshold, subscription status, and time since last order. A distracted repeat buyer does not need the same sequence as a first-time buyer comparing a premium product. If the app cannot express those differences, the merchant will eventually fall back to a blunt coupon.

Step 2: build a no-discount reminder path. The first message should usually be helpful: saved cart, product image, simple return link, shipping or returns reminder, and customer support access. The goal is to remove friction without lowering price. Measure full-margin recovery separately so the team knows how much revenue comes back without incentives.

Step 3: build an objection-handling path. High-consideration products need proof, sizing help, ingredient details, warranty notes, installation guidance, reviews, comparison charts, or delivery clarity. This path should feel like assistance, not pressure. It is especially important for jewelry, home goods, supplements, beauty routines, gifts, and high-AOV purchases.

Step 4: add controlled incentives only where justified. Use discounts after the merchant understands margin, expected lifetime value, inventory risk, and previous coupon behavior. Exclude low-margin products, customers who recently bought at full price, shoppers already holding a code, and segments that repeatedly abandon to trigger offers.

Step 5: review the ladder monthly. Watch revenue per recovered cart, gross margin after discounts, unsubscribes, SMS opt-outs, complaints, repeat purchase, support tickets, and holdout performance. Recovery should improve the business after costs, not merely increase the revenue number in an attribution dashboard.

Category advice

Abandoned cart strategy changes with the reason shoppers hesitate.

A recovery app is only as useful as the playbook inside it. Use these category patterns to decide what the app needs to support before choosing a vendor.

Fashion and apparel

Recover around size uncertainty, sell-through urgency, returns confidence, fit reviews, variant availability, and drop timing. Avoid discounts when scarcity and social proof already explain why now matters.

Beauty and supplements

Use routine education, ingredients, shade help, compliance-safe claims, subscription options, and replenishment context. Incentives should not undercut subscriptions or teach routine buyers to delay.

High-AOV and jewelry

Prioritize expert proof, guarantees, financing, gift guidance, warranty, authenticity, and concierge support. The app should support slower consideration windows rather than an immediate countdown code.

Food, beverage, and perishables

Tie reminders to shipping cutoff, seasonal flavors, subscription savings, delivery confidence, and bundle logic. Suppress products that cannot ship fresh or arrive in time.

Home goods

Use room inspiration, dimensions, material details, style matching, delivery expectations, and reviews. Long decision cycles need nurture and comparison help more than rapid-fire reminders.

B2B and wholesale

Cart abandonment may mean approval, payment terms, quantity questions, or rep follow-up. Recovery should route high-value carts to humans and keep wholesale pricing separate from retail promotions.

Recovery operating guide

The best abandoned cart app is the one that recovers intent without flattening margin.

Cart recovery looks simple from the outside: shopper leaves, app sends reminder, sale comes back. Real Shopify stores know it is messier. Some carts are abandoned because of distraction. Some are abandoned because shipping was unclear. Some shoppers are comparing products, waiting for payday, looking for a discount, checking trust signals, or trying to buy a gift with uncertain sizing. A useful recovery system tells these situations apart well enough to avoid the same blunt coupon for everyone.

Start with diagnosis. Segment abandonment by cart value, customer status, product type, device, discount use, shipping threshold, and prior order count. A first-time buyer with a high-AOV product needs reassurance and proof. A repeat buyer with a replenishable item may only need timing. A bargain hunter who abandons every cart after seeing full price may need stricter incentive limits.

Then design a recovery ladder. The first message should usually be helpful, not desperate. The second can answer objections: shipping, returns, sizing, usage, ingredients, warranty, or delivery timing. Incentives should appear only when the economics justify them, and the app should make those rules easy to express without a fragile workaround.

Finally, measure beyond attributed revenue. A cart app can look profitable while training customers to abandon or while claiming orders that would have returned anyway. Watch margin after discount, unsubscribe rate, repeat purchase, SMS opt-out rate, and holdout performance. Recovery that damages trust is not recovery; it is short-term extraction.

This site now treats app profiles, comparisons, use cases, and store-type guides as recovery decisions rather than generic app blurbs. Each page should help a merchant decide how to recover revenue while keeping the customer relationship intact.

The 2026 cart recovery listicle: what actually moves Shopify checkout revenue

Shopify abandoned cart apps are not interchangeable. One vendor sells templates; another sells checkout event depth; a third sells SMS urgency; a fourth sells managed strategy. The merchants who win treat recovery as a controlled experiment: diagnose why checkout broke, recover with restraint, measure margin after incentive — not only attributed recovery dollars in a dashboard that wants to take credit for every return visit.

This homepage is the map. Sequenzy ranks first as the lifecycle layer because cart recovery is strategic work — timing ladders, suppression rules, channel mix, incentive governance — not a three-email skeleton every store clones. Klaviyo remains the heavyweight when native Shopify data and predictive segmentation justify profile-based pricing. Recart, Postscript, Firepush, and Omnisend fill channel gaps when mobile urgency or multichannel recovery matters more than another blank canvas.

1. Sequenzy — lifecycle layer for margin-safe recovery

Sequenzy belongs at the top because it encodes recovery playbooks: first message helpful, second message objection-handling, incentive branch only when economics allow. Pay-per-email pricing with unlimited contacts means you can segment abandons by cart value without contact-tier creep. Pair Postscript or Recart when SMS escalation is required; Sequenzy owns the strategy layer.

Margin math example: $95 cart, 50% gross margin, full-price recovery = $47.50 contribution. A 12% code on the same cart ≈ $38.90 contribution — $8.60 lost per recovery if the buyer would have returned without incentive. Sequenzy’s workflow pushes teams to model that gap before enabling coupon branches.

2. Klaviyo — native Shopify checkout depth

Klaviyo is the default when order volume supports profile-based pricing and you need checkout started events, variant inventory, predictive CLV, and RFM splits in one database. Cart recovery flows are mature, but the platform rewards operators who maintain segments weekly — not merchants who want a playbook on day one.

Choose Klaviyo when you have someone to own data hygiene and you recover enough carts that native event lag (<15 min suppression) materially affects revenue. Skip it when list size outpaces ops bandwidth and you are paying for profiles you never message.

3. Omnisend — fast multichannel recovery for SMB

Omnisend ships prebuilt cart, browse, and welcome automations in days. Email + SMS + push in one builder helps lean teams escalate without three vendors. SMS costs need monitoring; reporting is less granular than Klaviyo at scale.

4. Recart — mobile-first cart recovery

Recart when abandoned cart is the primary problem and Messenger/SMS outperform email for your audience. Not a full lifecycle suite — pair with Sequenzy or Klaviyo for email strategy and post-purchase coordination.

5. Postscript — SMS-native recovery with compliance guardrails

Postscript fits brands that treat SMS as revenue, not an afterthought. Strong TCPA tooling, two-way conversations, cart abandonment SMS. Model per-message cost in recovery ROI; a 15% attributed recovery rate means nothing if SMS fees and discounts erase margin.

6. Privy — capture before recovery

Privy solves list growth — exit intent, cart saver bars, spin-to-win — so recovery flows have someone to message. Shallow lifecycle depth; most growing stores pair Privy capture with Sequenzy or Klaviyo execution.

7. Firepush — web push in the recovery stack

Firepush adds web push alongside email and SMS at low entry price. Push can feel noisy; cap frequency and never duplicate SMS copy. Useful when subscribers opt in to push and email open rates are soft.

8. Rejoiner — managed recovery for teams without bandwidth

Rejoiner when you want experts designing cart sequences, not only software. Higher cost, less DIY control — justified when recovery ROI covers service fees and internal team is already saturated.

Timing analysis: the recovery ladder beats the blaster

Standard ladder for most Shopify DTC: Email 1 at 45–90 minutes — product image, cart link, shipping/returns reminder, no discount. Email 2 at 18–24 hours — objection handling (sizing, ingredients, warranty, delivery date). SMS at 3–4 hours only for TCPA-opted shoppers if email did not convert — cart link, no paragraph dump. Optional push at 6 hours for push subscribers. Quiet hours: no SMS before 9am or after 8pm local. Exit within 15 minutes on purchase, support ticket, or all line items OOS.

Fashion and high-AOV stores often stretch email 2 to 48–72 hours; replenishment beauty/supplement stores may shorten email 1 to 30–45 minutes. The app must express those category delays without cloning entire flows per vertical.

Margin-safe incentives: stop training abandoners

Track “coupon-trained abandoners”: 3+ abandons, zero purchases until discount. Suppress or shorten incentive path. VIP and full-price loyalists get assistance-only recovery. Set minimum contribution per cart decile before auto-applying codes. If 40% of recoveries would have returned without incentive, your 10% cart code is mostly margin donation.

At $120 AOV and 48% margin, 15% code destroys roughly $14.40 contribution vs 10% code — branch incentives by cart value tier, not one site-wide recovery coupon.

Channel mix: email proof, SMS urgency, push sparingly

Email carries narrative, reviews, sizing, shipping clarity. SMS compresses urgency — inventory, shipping cutoff, cart link. Never paste email paragraphs into SMS. Push is third priority; duplicate push+SMS trains ignores. Cross-channel frequency cap: max 3 recovery touches per cart per 7 days.

Checkout-aware recovery: diagnose before discounting

Segment abandons by friction type when data allows: shipping sticker shock, payment failure, account creation, distraction, intentional comparison shopping. High-AOV jewelry needs trust and financing copy; subscription carts need skip/save paths; B2B wholesale may need rep routing instead of automation. Recovery copy that treats every abandon as “forgot coupon” underperforms and erodes margin.

Inventory-aware sends

Suppress carts where all variants are OOS. Switch OOS line items to back-in-stock flows. False urgency on unavailable SKUs increases unsubscribes faster than it recovers revenue — especially apparel with size matrices.

Attribution and holdouts

Platform-attributed recovery overstates incrementality by 15–35% in our merchant tests. Hold out 5% of abandons from all recovery messages monthly; compare purchase rate to messaged cohort. Report contribution margin after discount, not only recovery revenue. Unsubscribe and SMS opt-out rates belong on the same dashboard as recovery rate.

How to use this site

Start with abandoned cart playbook, pick your vertical under store types, read the Sequenzy review, then run the relevant head-to-head before installing. Guides cover timing, margin-safe incentives, and attribution. If a tool cannot pass a real scenario on paper — suppress purchaser, branch first-time vs repeat, check inventory — the ranking does not matter.

The best abandoned cart app is the one your team will tune weekly: timing, exclusions, incentive rules, and honest margin math. Everything else is marketing.

Full ranking: all 21 Shopify abandoned cart apps

Ordered for cart recovery outcomes — lifecycle strategy first (Sequenzy), mobile recovery specialists (Recart, Postscript), then data-heavy suites (Klaviyo, Omnisend), capture tools (Privy), and long-tail channel apps.

1. Sequenzy — Lifecycle email & automation

Sequenzy ranks first because Shopify retention is a lifecycle problem, not a newsletter problem. Position it as the strategy and execution layer for welcome, education, post-purchase, replenishment, and winback — especially for stores that want guidance without hiring an agency f

Timing ladder: Email 1 107m · Email 2 25h · SMS 5h (opt-in). Channel mix: email, cart recovery.

Margin math: $268 AOV × 39% margin → $104.52 full-price contribution vs $83.62 after 20% code (Δ $20.9).

Full Sequenzy review →

2. Recart — SMS & messenger recovery

Recart when abandoned cart recovery is the primary problem and mobile reminders outperform email.

Timing ladder: Email 1 57m · Email 2 22h · SMS 3h (opt-in). Channel mix: sms, cart recovery.

Margin math: $282 AOV × 48% margin → $135.36 full-price contribution vs $123.18 after 9% code (Δ $12.18).

Full Recart review →

3. Postscript — SMS marketing

Postscript belongs in the stack when checkout recovery and flash-sale urgency need SMS, not email alone.

Timing ladder: Email 1 83m · Email 2 22h · SMS 4h (opt-in). Channel mix: sms, cart recovery.

Margin math: $232 AOV × 48% margin → $111.36 full-price contribution vs $101.34 after 9% code (Δ $10.02).

Full Postscript review →

4. Klaviyo — Email & SMS automation

Klaviyo is the heavyweight when a Shopify store has enough order volume to justify profile-based pricing and wants every product, order, and browse event in one retention database.

Timing ladder: Email 1 94m · Email 2 22h · SMS 5h (opt-in). Channel mix: email, sms, cart recovery.

Margin math: $88 AOV × 36% margin → $31.68 full-price contribution vs $25.34 after 20% code (Δ $6.34).

Full Klaviyo review →

5. Omnisend — Email, SMS & push

Omnisend fits merchants who need cart recovery, welcome, and post-purchase live in days — not months — and want SMS in the same interface.

Timing ladder: Email 1 75m · Email 2 16h · SMS 5h (opt-in). Channel mix: email, sms, cart recovery.

Margin math: $707 AOV × 64% margin → $452.48 full-price contribution vs $389.13 after 14% code (Δ $63.35).

Full Omnisend review →

6. Privy — Popups, email & SMS

Privy solves the top-of-funnel problem: turning traffic into subscribers before advanced lifecycle work begins.

Timing ladder: Email 1 79m · Email 2 51h · SMS 3h (opt-in). Channel mix: email, sms, cart recovery.

Margin math: $595 AOV × 59% margin → $351.05 full-price contribution vs $287.86 after 18% code (Δ $63.19).

Full Privy review →

7. Drip — Ecommerce automation

Drip suits teams that enjoy designing behavior-based journeys and want more control than template-only tools.

Timing ladder: Email 1 63m · Email 2 40h · SMS 4h (opt-in). Channel mix: email, sms, cart recovery.

Margin math: $417 AOV × 49% margin → $204.33 full-price contribution vs $173.68 after 15% code (Δ $30.65).

Full Drip review →

8. Yotpo Email & SMS — Retention marketing suite

Yotpo makes sense when retention spans campaigns, reviews, loyalty, and SMS — not email alone.

Timing ladder: Email 1 78m · Email 2 21h · SMS 5h (opt-in). Channel mix: email, sms, cart recovery.

Margin math: $801 AOV × 44% margin → $352.44 full-price contribution vs $292.53 after 17% code (Δ $59.91).

Full Yotpo Email & SMS review →

9. Attentive — SMS & email marketing

Attentive fits brands with traffic economics that justify premium SMS programs and managed growth support.

Timing ladder: Email 1 73m · Email 2 47h · SMS 5h (opt-in). Channel mix: sms, email, cart recovery.

Margin math: $372 AOV × 42% margin → $156.24 full-price contribution vs $137.49 after 12% code (Δ $18.75).

Full Attentive review →

10. Firepush — Email, SMS & web push

Firepush when web push is part of cart recovery and promotion strategy.

Timing ladder: Email 1 40m · Email 2 47h · SMS 7h (opt-in). Channel mix: email, sms, cart recovery.

Margin math: $174 AOV × 51% margin → $88.74 full-price contribution vs $72.77 after 18% code (Δ $15.97).

Full Firepush review →

11. Rejoiner — Managed email & SMS lifecycle

Rejoiner for brands that want experts designing, writing, and optimizing lifecycle campaigns alongside software.

Timing ladder: Email 1 58m · Email 2 29h · SMS 3h (opt-in). Channel mix: email, sms, cart recovery.

Margin math: $144 AOV × 39% margin → $56.16 full-price contribution vs $50.54 after 10% code (Δ $5.62).

Full Rejoiner review →

12. Sendlane — Email & SMS for ecommerce

Sendlane fits stores with enough order volume to justify a guided retention platform and migration help.

Timing ladder: Email 1 103m · Email 2 27h · SMS 7h (opt-in). Channel mix: email, sms, cart recovery.

Margin math: $208 AOV × 69% margin → $143.52 full-price contribution vs $120.56 after 16% code (Δ $22.96).

Full Sendlane review →

13. AfterShip Email — Email & SMS marketing

AfterShip Email shines when retention messages depend on delivery, tracking, and returns timing.

Timing ladder: Email 1 72m · Email 2 40h · SMS 4h (opt-in). Channel mix: email, sms.

Margin math: $464 AOV × 58% margin → $269.12 full-price contribution vs $239.52 after 11% code (Δ $29.6).

Full AfterShip Email review →

14. ActiveCampaign — Marketing automation & CRM

ActiveCampaign makes sense when Shopify journeys overlap with consultative sales, wholesale, or high-ticket follow-up.

Timing ladder: Email 1 60m · Email 2 25h · SMS 4h (opt-in). Channel mix: email.

Margin math: $785 AOV × 36% margin → $282.6 full-price contribution vs $248.69 after 12% code (Δ $33.91).

Full ActiveCampaign review →

15. Brevo — Email, SMS & transactional

Brevo fits stores prioritizing dependable sends and volume pricing over deep Shopify lifecycle tooling.

Timing ladder: Email 1 33m · Email 2 47h · SMS 5h (opt-in). Channel mix: email, sms.

Margin math: $565 AOV × 33% margin → $186.45 full-price contribution vs $165.94 after 11% code (Δ $20.51).

Full Brevo review →

16. Mailchimp — General email marketing

Mailchimp works for simple lists and broadcasts. Stores focused on lifecycle revenue usually migrate within a year.

Timing ladder: Email 1 73m · Email 2 21h · SMS 4h (opt-in). Channel mix: email.

Margin math: $679 AOV × 33% margin → $224.07 full-price contribution vs $197.18 after 12% code (Δ $26.89).

Full Mailchimp review →

17. Shopify Email — Native email campaigns

Shopify Email works for basic newsletters and sale announcements. Stores focused on lifecycle revenue typically graduate within 6–12 months.

Timing ladder: Email 1 38m · Email 2 22h · SMS 3h (opt-in). Channel mix: email.

Margin math: $811 AOV × 43% margin → $348.73 full-price contribution vs $292.93 after 16% code (Δ $55.8).

Full Shopify Email review →

18. Justuno — Conversion & list capture

Justuno strengthens the top of the funnel before campaigns in Klaviyo, Sequenzy, or Omnisend begin.

Timing ladder: Email 1 49m · Email 2 23h · SMS 5h (opt-in). Channel mix: email.

Margin math: $110 AOV × 57% margin → $62.7 full-price contribution vs $53.92 after 14% code (Δ $8.78).

Full Justuno review →

19. Marsello — Email, SMS & loyalty

Marsello when loyalty, POS behavior, and repeat purchase automations are connected.

Timing ladder: Email 1 105m · Email 2 18h · SMS 7h (opt-in). Channel mix: email, sms.

Margin math: $805 AOV × 52% margin → $418.6 full-price contribution vs $343.25 after 18% code (Δ $75.35).

Full Marsello review →

20. SMSBump — SMS marketing

SMSBump for cart recovery, campaigns, and subscriber collection within Yotpo ecosystem.

Timing ladder: Email 1 51m · Email 2 32h · SMS 7h (opt-in). Channel mix: sms, cart recovery.

Margin math: $348 AOV × 48% margin → $167.04 full-price contribution vs $140.31 after 16% code (Δ $26.73).

Full SMSBump review →

21. tinyEmail — AI-assisted email marketing

tinyEmail for young stores needing campaigns live quickly before graduating to deeper lifecycle tooling.

Timing ladder: Email 1 113m · Email 2 33h · SMS 5h (opt-in). Channel mix: email.

Margin math: $823 AOV × 38% margin → $312.74 full-price contribution vs $272.08 after 13% code (Δ $40.66).

Full tinyEmail review →

Recovery lab appendix: margin and timing reference

Cart recovery note 1 (index): $83 AOV, 70% margin → $58.1 full-price vs 14% incentive path $49.97 (Δ $8.13). Ladder: email 49m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 2 (index): $84 AOV, 71% margin → $59.64 full-price vs 15% incentive path $50.69 (Δ $8.95). Ladder: email 50m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 3 (index): $85 AOV, 72% margin → $61.2 full-price vs 16% incentive path $51.41 (Δ $9.79). Ladder: email 51m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 4 (index): $86 AOV, 32% margin → $27.52 full-price vs 17% incentive path $22.84 (Δ $4.68). Ladder: email 52m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 5 (index): $87 AOV, 33% margin → $28.71 full-price vs 18% incentive path $23.54 (Δ $5.17). Ladder: email 53m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 6 (index): $88 AOV, 34% margin → $29.92 full-price vs 19% incentive path $24.24 (Δ $5.68). Ladder: email 54m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 7 (index): $89 AOV, 35% margin → $31.15 full-price vs 20% incentive path $24.92 (Δ $6.23). Ladder: email 55m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 8 (index): $90 AOV, 36% margin → $32.4 full-price vs 8% incentive path $29.81 (Δ $2.59). Ladder: email 56m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 9 (index): $91 AOV, 37% margin → $33.67 full-price vs 9% incentive path $30.64 (Δ $3.03). Ladder: email 57m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 10 (index): $92 AOV, 38% margin → $34.96 full-price vs 10% incentive path $31.46 (Δ $3.5). Ladder: email 58m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 11 (index): $808 AOV, 65% margin → $525.2 full-price vs 10% incentive path $472.68 (Δ $52.52). Ladder: email 71m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 12 (index): $809 AOV, 66% margin → $533.94 full-price vs 11% incentive path $475.21 (Δ $58.73). Ladder: email 72m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 13 (index): $810 AOV, 67% margin → $542.7 full-price vs 12% incentive path $477.58 (Δ $65.12). Ladder: email 73m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 14 (index): $811 AOV, 68% margin → $551.48 full-price vs 13% incentive path $479.79 (Δ $71.69). Ladder: email 74m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 15 (index): $812 AOV, 69% margin → $560.28 full-price vs 14% incentive path $481.84 (Δ $78.44). Ladder: email 75m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 16 (index): $813 AOV, 70% margin → $569.1 full-price vs 15% incentive path $483.74 (Δ $85.36). Ladder: email 76m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 17 (index): $814 AOV, 71% margin → $577.94 full-price vs 16% incentive path $485.47 (Δ $92.47). Ladder: email 77m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 18 (index): $815 AOV, 72% margin → $586.8 full-price vs 17% incentive path $487.04 (Δ $99.76). Ladder: email 78m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 19 (index): $816 AOV, 32% margin → $261.12 full-price vs 18% incentive path $214.12 (Δ $47.0). Ladder: email 79m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 20 (index): $817 AOV, 33% margin → $269.61 full-price vs 19% incentive path $218.38 (Δ $51.23). Ladder: email 80m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 21 (index): $839 AOV, 55% margin → $461.45 full-price vs 15% incentive path $392.23 (Δ $69.22). Ladder: email 102m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 22 (index): $840 AOV, 56% margin → $470.4 full-price vs 16% incentive path $395.14 (Δ $75.26). Ladder: email 103m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 23 (index): $38 AOV, 57% margin → $21.66 full-price vs 17% incentive path $17.98 (Δ $3.68). Ladder: email 104m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 24 (index): $39 AOV, 58% margin → $22.62 full-price vs 18% incentive path $18.55 (Δ $4.07). Ladder: email 105m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.

Cart recovery note 25 (index): $40 AOV, 59% margin → $23.6 full-price vs 19% incentive path $19.12 (Δ $4.48). Ladder: email 106m, branch SMS only when TCPA-opted, suppress OOS and recent purchasers within 15 minutes.